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Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints Maura Pintor

Neural Information Processing Systems

Evaluating adversarial robustness amounts to finding the minimum perturbation needed to have an input sample misclassified. The inherent complexity of the underlying optimization requires current gradient-based attacks to be carefully tuned, initialized, and possibly executed for many computationally-demanding iterations, even if specialized to a given perturbation model.


The Morning After: DOJ may face investigation over removal of ICE agent tracking apps

Engadget

Valve's Steam Machine: Everything we know Representatives want a record of all related communications. Several hundred protesters had gathered near the Broadview ICE center, chanting against immigration enforcement policies. The House Judiciary Committee wants the US Department of Justice to turn over all its communications with both Apple and Google regarding the companies' decisions to remove apps that shared information about sightings of US Immigration and Customs Enforcement officers. Several apps were removed from both Apple's App Store and Google's Play Store in October. "The coercion and censorship campaign, which ultimately targets the users of ICE-monitoring applications, is a clear effort to silence this Administration's critics and suppress any evidence that would expose the Administration's lies, including its Orwellian attempts to cover up the murders of Renee and Alex," Raskin wrote to Bondi.


Wegovy maker sues rival over 'knock-off' weight-loss drugs

BBC News

The maker of Ozempic and Wegovy is suing a rival firm for selling what it says are unsafe, knock-off versions of its weight-loss drugs in the US. Danish company Novo Nordisk asked US courts on Monday to ban Hims & Hers' range of weight-loss pills and injections, which it says are not approved by US authorities and infringe on its patent. The legal drama began on Friday after Hims & Hers launched a new weight-loss pill, leading to an initial threat from Novo Nordisk. Over the weekend, Hims & Hers said it would stop selling the pill. On Monday, its share price slumped as it called Novo Nordisk's decision to press ahead with the lawsuit a blatant attack.



America Isn't Ready for What AI Will Do to Jobs

The Atlantic - Technology

This story appears in the March 2026 print edition. While some stories from this issue are not yet available to read online, you can explore more from the magazine . Get our editors' guide to what matters in the world, delivered to your inbox every weekday. America Isn't Ready for What AI Will Do to Jobs Does anyone have a plan for what happens next? In 1869, a group of Massachusetts reformers persuaded the state to try a simple idea: counting. The Second Industrial Revolution was belching its way through New England, teaching mill and factory owners a lesson most M.B.A. students now learn in their first semester: that efficiency gains tend to come from somewhere, and that somewhere is usually somebody else. They were operating at speeds that the human body--an elegant piece of engineering designed over millions of years for entirely different purposes--simply wasn't built to match. The owners knew this, just as they knew that there's a limit to how much misery people are willing to tolerate before they start setting fire to things. Still, the machines pressed on. Check out more from this issue and find your next story to read. So Massachusetts created the nation's first Bureau of Statistics of Labor, hoping that data might accomplish what conscience could not. By measuring work hours, conditions, wages, and what economists now call "negative externalities" but were then called "children's arms torn off," policy makers figured they might be able to produce reasonably fair outcomes for everyone. A few years later, with federal troops shooting at striking railroad workers and wealthy citizens funding private armories--leading indicators that things in your society aren't going great--Congress decided that this idea might be worth trying at scale and created the Bureau of Labor Statistics. Measurement doesn't abolish injustice; it rarely even settles arguments. But the act of counting--of trying to see clearly, of committing the government to a shared set of facts--signals an intention to be fair, or at least to be caught trying. It's one way a republic earns the right to be believed in. The BLS remains a small miracle of civilization.




a35fe7f7fe8217b4369a0af4244d1fca-Paper.pdf

Neural Information Processing Systems

Despite their promising performance, the learned knowledge remains implicit in these black-box neural structures, which hinders understanding the importance of input features and how they influencedecisions.